{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "vscode": {
     "languageId": "plaintext"
    }
   },
   "source": [
    "# 实验六 SKLearn机器学习\n",
    "## 6.1 降维\n",
    "### （1）\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(178, 13)\n",
      "(178, 2)\n"
     ]
    }
   ],
   "source": [
    "from sklearn.datasets import load_wine\n",
    "from sklearn import decomposition\n",
    "import matplotlib.pyplot as plt\n",
    "wine = load_wine()\n",
    "pca = decomposition.PCA(n_components=2)\n",
    "pca.fit(wine.data)\n",
    "reduced_X = pca.transform(wine.data)\n",
    "print(wine.data.shape)\n",
    "print(reduced_X.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### （2）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\Li_doudou\\.conda\\envs\\python39\\lib\\site-packages\\matplotlib\\collections.py:996: RuntimeWarning: invalid value encountered in sqrt\n",
      "  scale = np.sqrt(self._sizes) * dpi / 72.0 * self._factor\n",
      "c:\\Users\\Li_doudou\\.conda\\envs\\python39\\lib\\site-packages\\matplotlib\\collections.py:996: RuntimeWarning: invalid value encountered in sqrt\n",
      "  scale = np.sqrt(self._sizes) * dpi / 72.0 * self._factor\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn import decomposition\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "%matplotlib inline\n",
    "from sklearn.datasets import make_blobs\n",
    "X, y = make_blobs(n_samples=10000, n_features=3, centers=[[3,3, 3], [0,0,0], [1,1,1], [2,2,2]], cluster_std=[0.2, 0.1, 0.2, 0.2],  random_state =9)\n",
    "fig = plt.figure()\n",
    "ax = Axes3D(fig, rect=[0, 0, 1, 1], elev=30, azim=20)\n",
    "plt.scatter(X[:, 0], X[:, 1], X[:, 2],marker='o')\n",
    "pca = decomposition.PCA(n_components=2)\n",
    "pca.fit(X)\n",
    "X_new = pca.transform(X)\n",
    "plt.figure()\n",
    "plt.scatter(X_new[:, 0], X_new[:, 1],marker='o')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### （3）\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "原始维度： (200, 20)\n",
      "PCA降维后维度： (200, 2)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LDA降维后维度： (200, 1)\n"
     ]
    },
    {
     "data": {
      "image/png": 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mFABFREREbEYBUERERMRmFABFREREbEYBUERERMRmFABFREREbEYBUERERMRmFABFREREbEYBUERERMRmFABFREREbEYBUERERMRmFABFREREbEYBUERERMRmFABFREREbEYBUERERMRmFABFREREbEYBUERERMRmFABFREREbEYBUERERMRmFABFREREbEYBUERERMRmFABFREREbEYBUERERMRmFABFREREbEYBUERERMRmnFVdgeNZvl1Y2TMhbxmQD862GDFXgbs/hmGc+vV7v8XKfh08qwA/uDphRF8D7t6QtwgrZxb4tgORENkfI+ZaDGfTY8vnb8TKmQmeT4EAuLpgxIzCcJ9zyut+MizvjmC7e5YTbPd2GDFXg7tfkXa3/Puxst+AvA/BygZHU4zoERA1BMNwhc/r210w70eAB5ytMKKvhsiLgq9z5mDl/BsCP4FRAyL7AX7IWwpWFjgaFZR9Kfi2Bz+bvOVAXnAFRgREdMeIHgXORsH3cz8EKwMwAC9gFfy/8CcWyC547zhmErjOBO96sNLArIcRfQVEXQH+HwvaZwVY+WAmgJUT/MFZUJa/oCAXOBqDlQnWUTBqQkT3YJn564KzRJyFET0Kw302lm9vQb3nFtTLKijHUfBvYbkFjDiw/GA4IKIrRvS1GO7uwfYOHIWct7By34PAETBPg8gLIZAOef8Jfl5YBP/uc4BZJ9i2hgtyP4DAwWB9Ha2D7cDRY+t1NANX5+DvhnW0oByL0njz4X9L49myLpZzh6TTtHUeTpeB4fARvlcZENEL4u6F/PWQ/WJwnyhWNMSMwoi9CcuzEbKeBt9mNnwaw7xXa/Pt2lgCAZOadXx07pHJwb0RbN8QRcByEhnj5qKRe7n81p+IjLbYvzuCNyfW57NFNcnPA9OEuo18RMd62bsrAm++iRUI1tQwICLajTcvH4MA7qgAPq+Byw0pf67HpXffSJvuZ2Dlf4GVNZXctLUsnBXPh6/X5pf9EQT8EBHpoHH7ZLKOHOLIwRxia/jo9mc/Xn9TvliahSfHQ+NWFoOu3c+5l2bhiErhsw+j+WjmNrZvcOPzGbTslMOAa1KJjffx485Yoms2ZfWSenzz6UHqNshi8PW/0KP/ESIiAxzc68bp9FO/ST4OB/j9Bvu/T2D8rYl8vzUKLHC6LGonwZGfDTx5UKOWj5g4P7/sj8DvM4KfsFXwGRV+WqZB94FncsMTI1j1zmo+nLqM9MMZWIHg/mA6oHZ9H/l5FrnZJlExAfLzDRwmZGc6CPiD87gjA+RmO46Va4Blwekdchh+2y906ZUJBny7NpaFbySwaW0cVgAio/2075rNoFGptOiUi99rsGZZPCsXNGfXJjeZh7OwsIiJj6bvVb3Yu+MAG5ZvCtXPMAzc0ZB8eh4//+jA5zVIbu6hTv18Nv4vFq8nkjN6u7jspt10ODsndB4wIs8N2xNzsnKZdNMrfPze//B7j/s9NcJ/NUyHSUyNaM4d/icu+dsAklvU59C+VCbeNJX1//0Gv9ePw2nSsXc7/j71ryQ1qxda1rIsvli0nnnPL2Lz6u34vX4swOl00KprcwbfdiHnXNI1dJze+PFm3nnqA75euQlfvh/DNKiTnMjQOwdy0V/Oxx3lLvV39njZGTksnLqMRdOWk/pTGnEJMdRtXIcDuw6Sk5VH0ul1GXTzBfQb1YcIt6vYMjau2szcSQvZuGozGHDGue259O8D6dCzTWgeb76XpTNXsWDKUvbvOkh0XBR9R/ZkyB0XUSc5sdz1rYh1Szcyd9JCNn++DdNhctYFnbj0bwNp061FpZRvWRafvLeGDyZ/xHdf78HpdnLOkK5c+vcBNG7bsFLWURkMy7JKP4oDGRkZ1KhRg/T0dOLj409JRSzPKqy0Wwn+5hT+MplAACIvxajxBIZx6i5YWrkLsNLHEvztLVy/I/h/RzPw7z5Wn9B7DoyEVzDcPbBy3sPKeKBgnl8tH3MbZtwdp6zuJ8PKW4519HaKbfeoKzDi/xk6uFjeb7GOXANW7nHzFhztInoE28KICM7r+Rwr7aaC+X5VrvsC8O8D35bCWpRQu4KyHU3Bv6eEeQuPtq6C9QSoHAUnPDOpIIwcv1+crIL9ImpEQfDLO6lyjNixEDUIK3V4MMSdUBv86qxVCQqPLIYBgUAwYFVaHYyEYKgG3n7hNGY8WR/TYRHwFwY2C8syQv8CmA4Ly4Ixz/1IvYZexo1oijffDC1TMYV/WIBpBsudtKwRrdp+SEaag7FDT+eH7ZEFAcr41XJwLFCFvzZMCytgcM6AozRulcu/J9UL7nn+Y9sQ8BsMvuEQt/zzALMm1OXN5+pyxjlZ/PP17zGdFs6CP+stK9j2oTUXvH5/am1eebQ+xzqAjm1LydtKsfMYhkHZp5CSly9anoXLbfHozN106ZUNgM8HTidMf6Ie704+jVse28+QG1Lx+8BRsK0+b7D4J25qzOcf1SxHfX61b5gWgYDBOQPS2LIuliM/OwGDm/+5n0tuTCN4HL8RI3YshmGQeTSLq5uOJjs9p8xtKmSaBs4IF3976UYm3jQVn7fo8cR0mDy/+v9oldIcy7KYdu9s3p3wHwzTCAXYY20VbPuBN/+ZO178C3OfW8iUu18vcf0tujTjXyseJiY+usy6ph/O4M5eD7Fvx4Ei6w1bPxYderbhyY8eKBIu5zyzgFfGvoHDaeL3BY9Jhf8fPel6htx+IZ5cDw8MeJKNH2/G4Ni+ZDpMouIieWblo5zeqUmZ9a2I1x9+h9mPvYfpMAn4j9Ur4Le469Wb6X/9eSdVfiAQ4JkbX2bpzFVF1mEYBo/Ov5euF55x0ttRkorktWoRAK1AOtYvPQEPJZ0AjPjxGNGXVvq6oeCq1qG+VPwEb4ARAwmz4cillHbiNRJmYrh7nEw1K50VOIL1S28gnxLbvcYEjKiLsSwf1qFzIXCI4rfThJhbMePuwApkYR3qWXCFrIxwJ5XD2Q5826i8kPr7sPmLaO4aUpG/2i0ME2Li/GRnOkJX+E5Wy07ZvPDRLgDGj27Ex/+peYLBsoBhYRoWAcv4VYA85sFX99BzQDoPXtWEcS//SGR0ANNR7KxFPHp9E1YvrnHi9TuFDNMiOtbPW+u3EhkdfqyZOb4uo+77udjlAgHwew2u7tqGtEPFX5Eqj6E3/cL7U08LvZ68eActOuYG61ZzKkbkufy954Ns/nx7hcs2zIKQU8qhLzYhhnmpM/nfgnU8NPipcpU76rHhzPzH22Wu+8IbzufOqTeVWd4/L5vA5x98ScBX9h+Tpmkw7O6L+ctTV4WmbV27kzvOHlfqci+vf5qP31nNO//6oNiQaTpM6jRM5PWdL+BwlHPHLsP65Zu498//LPF9wzR4beskklvUP+F1LJ6xkmdueKn48g2DiCgX/947lbiE2BNeR2kqkteqxz2AufMoLfyBgZUz45St3sp5p5R1l7pksKsy6ylK/+vWEew+rm5y51Ja+AMz2PUJ4FkJgZ8pOeQGIGc2luWFvAXHdTeWROGv8pjg24zdwh/AkrcTcDgqsi8ZYEFWurPSwh/AoFGp+Lxw9LDz5MMfgAWBQMnhzzQt5r1aG58PrrvvIFGx5Q9/fh9c8pdDJ1e/U8gKGGRnOFg1v2bYdJ8PhvzlMH5f8cuZJjicFv1HHDnhdRumxVefxJHU1BMs02Hxnxm1C951YOW8TmZa1gmFPyAYdMrYXbPSsllb0O1rOso+RZumwdznFmI6St/nrIDFsjdWkXU0u9T5Du9P5bN5X5Qr/AEEAhYfTl2KJ9cTmvbBix/hcJZcd4fTZN6khSyYsrTEK4wBf4Cf9xxi3ZKN5apHecx/YVGp9TIMgw9fXnJS65g3aSGGWfxnYVkW+blelr3+8Umto7JUiwBoeb+mzC4I33YsK//UVMC7gRPvOnSAt6wrL37I/+oEyz91rPyyfrEC4NuMZQWwvBsp85ZR6yj49xfMWzl/sUl5VFa39+9PdqYj1D1aXpZlgFG5f4A075CD0wW7vo06+fAHHLtntXiBgMH2DdE4ndCwuafEUFQchxNan1H+rsuq4HDCtg3hXZVOJ9So5Q91+xbHMKF1l9IDTmmsgMGerVG07BRsn4Df4NsvYgre9YN3A9u/3HXC5ZfX6g++ZOvanaHuw9IEAhYZqZkE/GXv016Pj+83/VjqPDvXf19iKCtJTkYu+3ceDL3e/Nn2ULdvcfy+ABtXbSmzC93hdLBt7c4K1aU0mz8vvV4Bf4BvP992wuV7873s/uaH0tvPgK1rd5zwOipTtQiAwWBR1kHT4NSFipN5FsagXM1oVKvnbYIMB2W3u1kwj5PyXbVzoPAnv50TvX+vchXeS1axq5Enp7BXLHAC+b+iobkqOJzFtGUZzWtZ4Ped3LYZhkXguL/nnWH1cOB0nfpjuSvCiaMcV/9ORGlXwILvn9jx+/hyHa6y6+5wlb0eC+uE61PsOsvYdgDHSXy+pmlS1vOqhmGUa9t/C9UiAAafki3tCpoj+LSncWoazXD35MROJAA+cHen9KZ0QESfEyz/1DEizqH0q0eO4MMdhoHh/hOlf0YGOJLB0aAcn6dUrmrxa1wlatf3Yp5I6Cqha/VEff1pHH4ftO6SgzuqMq7Ilv6UtcNhcWafDHw+2PpVNM4K3PLm88G6lXEnX8VTyO8zOLNXZtg0nw8O7nXhK+Vqp2HA+o9PfNtMh0WH7llsWhMbet31/IyCdx0Q0Yu2Z7cssYuvslxw/XmkXNi5fIHFaVKv6WnlqlNMjWian9G01Hna9WiJK7Ji91AmJiWQ3Cop9LrbRWeW2n1tOkx6DO5K7TKe8g34ApzZr1OF6lKabgPOLL0L2DRO6gENh9NBp3Pbl7rtAX+AM/9cedt0MqrHmSPywuCQFCVWx48Rc8OpW3/UpWDElrL+kjjAbACx94DhLmV5CyPmmpOr46kQNQDMREq+Yndcu7vOCj5oUOK8FkbMX4NParv7Bp+e1ZXAUhi/+vdkyjHBfT7V5df5tzTg6tTgX9zFdukWnWaYFlExAZKaeE4sOJbgw1m1CAQMIqMDXDzqMMZJdzEbuKMCmGbx5fgDcMlfD2MAr/4ziZ/LCEaFLAscJsx9pc5J1u/UMR0W9Rt76PbnjNC0QACw4PWn6lHSudXvg8w0B8vfTyjHWkq678ygefvcgodILBwOi4HXpha+ixFzHRGREfS+7OyKbFKI6TRxlnH1p16z02hxRlOG/n1gubp1/b4Ao/45vOwrZQYM/ftAIiIjSp0tpkYMA//65wqF3MvHDA57UOPi0RdgmkaxhzfDMHA4TQaPvoArxg4usUyH06RN95a07tq83PUoyyV3XERJj70apoE7KoKLbjz/pNZx+ZiLS+y6Nx0mteonnPD+U9mqxRnDMNwYCTOC46uF3fsS7KI04sZhuHuduvWbNTESpgWf6A3bYx0ET679j3vNsXnMRIxa0zGd9TESXgUj8lfLm4ATo8YzGK7Wp6z+J8owojASXgMjnuLb/R+hJ5cNw8BIeBkchWMYHT8vED0qOGYeYBgujFqvFYTLYuaNuRMiB4VPC9sVfzW/uy8QQ/EKuqfNyj6hFaw7ogdQ2D4norjlgvsF8Y+Bo8EJlnusHKPm8xg1JgRDOlB8m5blV/t2JTj+QFt4j1rpYw6Uf4wynB0Ag0YtPDwwdQ9Op3VcWLJCgdA4bpphWERFB/i/N3fzxL93U7u+NzQ9tFyRf39d4aLzGKZF2i+R7P95DIbhYtR9P9GjfzrAcSHTKlLG8est/H9hF/LVdx/kzn/tJSrWX/CeFSrPMCzuGL+PtmdmM350I77bHMW4Ec04esiJZR3rEi5s67B/LZg4Npkt646/v+747Sxaz5LCUslBJny58BBbeplgkVDHy2OzdoceavH7g1cEH7+pMSvn12LSvcnBJ34L96lAcJuzMx3cf2WzsLEFy6pfYbubjuA+M/CawyycnQgEh6N5aPoe6jf2AyZGjScxIoJXbu6bdQfNOjYqYz1F1aqXwKTV/0eNOsU/nRlTM5rnVz8BQOuuLRjz2q2YDjMYpn7FKAhYt0++kfNH9uSR98fgjCi5+/K8K89hxIPlG0njxqeuottFXQBKvJpVeCVt4M39uORvF4W916B5fR56bwyuCGfY8qZp4HI7eXTePdRrchqDb+vPxbdeEFZeYfBMal6fh98fU6ljADfr2Jj7Z9+Bw2mG1asw/D3+4f0k1K15UutI6X8GNz9zLRjH2s4oOL3GJ8YxfsmDZYbw30q1GAamkBXIgtz5WJ7lYOWBqz1G9HAM5+mnbJ3h6z8Kue9jeT4GywcRZ2BEDcdwNgwOlpz77+ADH0YURmQ/iByEYcYct/yR4ODG+Z+B5S8Y8Hc4hiOp5JVWA1YgE3LnYXlWgOUBV4eCdm9WdF7LA3kfYeUuBCsTnKcH53V1KKbcbMhbgJW3NDh2oKsNRtSVGK4WwaEQvF9i5cwB/4/BsBg5INjunkXBwYsdTYJlR3TGCqQFP5u8/4L/IGAFQ5+7Z3DAZjMhOFh37qLg+5YHyA/uR4X3j5rxBAeCzgP/T0BWsBwigoN9R/SG/JUQOAyOZIyoyyCiW3A7C9sn4AGzZrCMQAbgD9bZygputFkHnC2CrwO/BLfLfS74fwbvmuBZOKIrRvQVGI56WFYe5C4qaIddwXYqrGsgCkjl2ADRUeBsXXDvJmHlBD8bP3g+xsqdF1y3IwkiB4P/KOS9Cb4fgvul4Qpug6MFRF0CZhTkvg/+vWDWBlc38CwD79cEB7mOgsj+EHEW5C0C367gU96Wh+AtBIUH0mNPAUJwIOgvliewblUSZ52XQ/MOHmrVdeBypBW0PcHPxkiAmOsxokdi+fdB5rMFg2bnEH4rgRMcLSH+LoyInhD4BStrCuQt5tD+HBbNrsU3a+LJzozFdERy9gWpHD3k5/utkfj98TjcdWjdeR8DR24hoU4u2ZlO5k8/nU8W1CHzqIfIaIPOPX24XNls+8rg0E8uvB4HpsNBdFwUNevGk34og4Avk9h4D64IiKsVRUr/M+n/1+upWScBy/8zVs6/sXKX8PUn6SyYGcf2DVF48lzUTk6k83ldOXrwO37evYf4WvmcM7gG+b5OrF6YTm5WFs3a5HHR1b/QrK0BEV05sK8570+Yzs6vPWBBy845dL8gi4wjkQSs2rTsdhar5tdl4yc/4PNk0PXcfXTp+TORMRYHf4wlLyeHDt3SiInz47fiSUttzsz/87DlywBej0GtetCkTTz7vsvn5x88xNfKp26yh/3fu8lIc+LzGvjyjztRGhBfO54r77uEi0dfwJoP17Po1WXs3vgDWek5GAbUrBNJk9a5ZKalk3nExJtvkJPl5vQOsHcHZGdCTDzUrGPw0x6TvBxwOEyi4qLIOppNbHweF408whm9MnG6THZ+E8fSd+Lw5EF0TAB3lJ+AH84ZkEHLTjnk55usX5VAlucCftqTy+6NP2BZARq0SGLYXQM5fCCVt5+cT0ZqFoYBUXFRJCbVpHbddLKOpuPL91G7Xj75+S6++7YWiQ0SOGdQJBeO2E9iXX/YeSD8WGix5PWVvPHwu6QeSMOyLFwRTtxREXjy8oNXW50mcQmxJLdKos9lPTh3xDlExUTi8/mYM+E/LJiylKwj2cTUiKb/9ecx4oFLcUWEd7/+9P3PLJy6jE2fbiX9cCZgEVcrjnZnt2Tgzf1Ibnns/JL6UxofvryUT+euIe3ndNxREbTu1oLBt/WnY6+2FQpTgUCADcs3sXjGSn754RA169agwen1+XH7PrKOZJPcsj4X/fXPtO3essQyDh84wqJX/svXq77FMAzOOK8DF/3lfGrVC79Ku3XtTha+sox92w8QmxDDucPPoeew7iUOMH2yfvnxEB9OXca3nxUMBN2vE/1vOI+adSpvaKQft+3nwylL2bl+NxFREfS4OIW+V/cq1ziMJ+N3Nw6giIiIiJyc3984gCIiIiLym1EAFBEREbEZBUARERERm1EAFBEREbEZBUARERERm1EAFBEREbEZBUARERERm1EAFBEREbEZBUARERERm1EAFBEREbEZBUARERERm1EAFBEREbEZBUARERERm1EAFBEREbEZBUARERERm1EAFBEREbEZBUARERERm1EAFBEREbEZBUARERERm1EAFBEREbEZBUARERERm1EAFBEREbEZBUARERERm1EAFBEREbEZBUARERERm1EAFBEREbEZBUARERERm1EAFBEREbEZBUARERERm1EAFBEREbEZBUARERERm1EAFBEREbEZBUARERERm1EAFBEREbEZBUARERERm1EAFBEREbEZBUARERERm1EAFBEREbEZBUARERERm1EAFBEREbEZBUARERERm1EAFBEREbEZBUARERERm1EAFBEREbEZBUARERERm1EAFBEREbEZBUARERERm1EAFBEREbEZBUARERERm1EAFBEREbEZBUARERERm1EAFBEREbEZBUARERERm1EAFBEREbEZBUARERERm1EAFBEREbEZBUARERERm1EAFBEREbEZBUARERERm1EAFBEREbEZBUARERERm1EAFBEREbEZBUARERERm1EAFBEREbEZBUARERERm1EAFBEREbEZBUARERERm1EAFBEREbEZBUARERERm1EAFBEREbEZZ3lmsiwLgIyMjFNaGRERERE5MYU5rTC3laZcATAzMxOAhg0bnkS1RERERORUy8zMpEaNGqXOY1jliImBQIADBw4QFxeHYRiVVsGSZGRk0LBhQ/bu3Ut8fPwpX98fgdqs4tRmFaP2qji1WcWovSpObVZxf+Q2syyLzMxMkpKSMM3S7/Ir1xVA0zRJTk6ulMpVRHx8/B/uwznV1GYVpzarGLVXxanNKkbtVXFqs4r7o7ZZWVf+CukhEBERERGbUQAUERERsZlqGQDdbjcPP/wwbre7qqvyu6E2qzi1WcWovSpObVYxaq+KU5tVnNosqFwPgYiIiIjIH0e1vAIoIiIiIqeOAqCIiIiIzSgA/sGkpqayevVqDh8+XNVVERERqXZ0ngz63QTA/v37M3PmzKquRrX29ttv07x5c0aPHk2jRo14++23q7pK1d4HH3xAs2bNcDqddOvWja1bt1Z1laq91NRUmjZtyp49e6q6KvIHo32rYnT8qjidJ4/5XQTAN998kyVLllR1Naq1o0ePcvvtt/Ppp5+yYcMGpk6dyr333lvV1arWvvvuO6677jrGjx/P/v37ady4MTfeeGNVV6taO3z4MAMHDtQJuhy+/fZbUlJSSEhIYOzYseX6bk47075VMTp+VZzOk+GqfQA8cuQId999N61atarqqlRrmZmZPPfcc7Rv3x6ATp06kZaWVsW1qt62bt3KE088weWXX07dunW55ZZbWLduXVVXq1obPnw4w4cPr+pqVHsej4dBgwZx5plnsm7dOrZs2aIejDJo36oYHb8qTufJcNV+GJjrrruOyMhIcnNz6dOnD6NGjarqKlV7Xq+XG264AdM0ddKpgClTpvDCCy+wefPmqq5KtbV7926aNWuGYRh8//33NGnSpKqrVC3Nnz+f66+/nn379hEdHc3GjRsZPXo0n332WVVXrdrSvnVydPyqGJ0nq8EVwCFDhlCzZs0iP5MnT2blypUsX76cp556qqqrWW2U1l4AGzdupG7duixdupTnnnuuaitbTZTVZgD5+flMmDCBW2+9tQprWj2U1l7NmjWr6ur9LmzcuJHu3bsTHR0NQMeOHdmyZUsV16p607514nT8qhidJ4OcVV2BqVOnkpubW2R6rVq1OOuss3j55Zf/kF/WfKJKay8InmiWL1/OmDFjuO6665g3b95vXcVqp6w2A3jwwQeJjY3lr3/9629ZtWqpPO0lpcvIyKBp06ah14Zh4HA4SEtLIyEhoQprJn9EOn5VjM6TQVUeAOvWrVvs9AceeICUlBQGDBjwG9eoeiupvQoZhsEZZ5zBzJkzady4sU44lN1my5YtY8qUKaxZswaXy/Ub1ar6Kqu9pGxOp7PI10xFRkaSk5Nj+99HqVw6flWczpNBVd4FXJK33nqLDz74INT99NZbb3HrrbfqEncJVqxYwdixY0Ovnc5gtjfNavsRVwu7d+9m5MiRvPzyy7Rt27aqqyN/ELVq1eLQoUNh0zIzM4mIiKiiGskfkY5fFaPzZLgqvwJYkk8//RSfzxd6PWbMGLp3766HQErQunVrhgwZQosWLbjwwgt58MEH6devHzVq1KjqqlVbubm5DBw4kCFDhjB48GCysrIAiImJwTCMKq6d/J6lpKQwbdq00Os9e/bg8XjUjS6VRsevitN5Mly1jb3Jyck0adIk9BMbG0vt2rWpXbt2VVetWkpKSmLOnDk899xztGvXjpycHGbNmlXV1arWlixZwtatW3n11VeJi4sL/fzwww9VXTX5nevVqxfp6em88cYbAIwfP56+ffvicDiquGbyR6HjV8XpPBmu2g8DIyLyezR//nxGjBhBXFwcfr+fjz/+mHbt2lV1tUREAAVAEZFTZv/+/axbt44ePXpQp06dqq6OiEiIAqCIiIiIzVTbewBFRERE5NRQABQRERGxGQVAEREREZtRABQRERGxGQVAEakWAoEAHo8nbFpGRgaBQKDEZY4ePUp6evopqU9mZmbYYPQiIn8kCoAiUi0sWrSIjh07kp2dHZr297//nREjRrBnzx7mz59fZJmHH36Yxx9/vMj02bNn06dPn2LXc/ToUQBuv/12Ro8eDUBqamqR+Xr37s3KlStDr0eMGIHD4cDpdOJ0OnE4HFx++eVFlqtVqxY7d+4sbVNFRKqcAqCIVAvPPPMM999/PzExMaFpderUoUGDBrhcLm6++Wa++eabsGXcbjeRkZGh1+effz5r1qwhKiqq2O/d3bhxI61atSI9PZ3Y2FhiY2PJycnhjDPOYNOmTcyZM4d58+YB4HK5cLlcoWWdTicvvvgiPp8Pn8/H1KlTQ++PHTuWcePGARARERG2HMCECRP0NZYiUq0oAIpIlVu4cCGWZTFq1CjuvPNOPvvsMyAYwizLon79+rz99tt88sknrF+/Hgh+F6ppmqSmpjJv3jz8fj+rV6/m9NNPx+FwhL7g3e/3h7pyO3XqROfOnVmyZAkulwvDMJg7dy6DBw+mQ4cOfPnll3z11VcARb5PtbjvVy2cZppmkdBX6I033uC+++6rhFYSEak8CoAiUqW+++47br/9diZPnsz//vc/Zs2aRXZ2NlOnTmX58uXMmDGD1q1bM3HixND3nB46dIgmTZoAYFkWt9xyCxs3bsTn89GmTRuuueYaVqxYQe3atUlMTGTChAlA8L6+cePG0aRJE3766ScOHjxIy5YtGTFiBBAMck6ns9h6+nw+HnroIZo3b07z5s0ZN24cXq8XCAbB4gLiqlWrePbZZ7nuuusqu9lERE5K8Uc6EZHfyOrVq9m/fz/Dhg1jz549vPLKK6SmprJnzx46depEw4YNeffddwHwer1s2LCB7777jubNmwNQt25dUlJSeOaZZxg1ahSvvvoq8+fPZ8qUKSxevDhsXQcPHmTixIm4XC62bt2K3+8nOzubiIgIzj777FLr+dxzz5Gdnc0NN9zADTfcQI8ePcK6q4vTsmVL1qxZw/jx49mzZ8+JN5KISCVTABSRKjV8+HCGDRvGhg0bePjhh7nmmmsAyMnJ4eWXX+a1115j7NixfP3112zYsIFGjRpx00030aZNm1AZ8+fPp3379jz//POlrqtFixahh0keeeQR8vLyGD9+fJl19Hg8REVFERcXx4EDB6hTpw716tUDgl3MJUlKSiqzbBGRqqAAKCJVyuVykZmZyS233ML7778PwOTJkxk/fjzt27dn9+7ddOnShauuuoq0tDT69OnD0qVLadKkSegpXdM0mTRpEmeffXaRYWO8Xi+maeJwOJg9ezYHDx7E6XSyZs0afD4fEydOxOv10rdv3xLrOG3aNMaOHUtERATp6ekMHToU0zTJyclh+vTpp65xREROEd0DKCJVKi8vjzPPPJOjR49y55130r17d4YNG8a+fftYvHgxtWrVonfv3kyfPp0RI0awe/du+vXrxwUXXBAqwzAM+vXrR+fOnUlMTAy7B7BmzZosWbIEIDSMi8Ph4ODBgyQmJoaGdTEMg0AggGVZReo4evRocnJyOHDgAKZpsnfvXo4ePcoll1xCREQEgUCg1CuBIiLVja4AikiVioyM5Pbbb6dRo0Y0bdqUunXrhrpXAfr378/5559PIBDgiy++IDk5ucSydu3aBVDiPYBXXnklEHxw5Nlnn+Wuu+6iW7duofdnzpwZenq4OCtXrqR58+bUqFEDCIbXqKgoPB5PscFRRKS6UgAUkSrl8/kYOnQou3fv5vPPP+eLL76gXbt23H///aSmpvL999+zbds2PvnkE5KTk9mzZ0/oCeATNWPGDBISEkhJSQmbPmnSpBKXSUtL45577uGmm24KTcvLyyM6OrrU5UREqiN1AYtIldq5cyfNmzfn/vvv5/Dhw1x77bX85S9/YcaMGXTo0IGzzjqLxx57jNGjR7Nhwwa6d+/OihUrAEKDMgNkZ2cX2w0bCARC3y4SCASYOnUqY8eO5dVXXy32at8vv/zC9u3bSUtLC73/9ddf07t3bxo2bMgdd9zB5s2beeGFF1i3bl3oQY+NGzfyxhtvkJqaWubTwSIiVU1XAEWkSrVp04bU1FTi4+ND026++WZWrlzJrFmzOP/884Hg9wJ36dKFbt26hb7mrXAcPoCUlBRycnLCxvFr3rw5fr8fy7LYs2cPs2bN4oknnmDhwoWceeaZxdbn4MGDdOrUifbt29OuXTsAPvroIzp06MBrr72G0+kkEAgwZ84cnnzySdq2bQvAmjVrePbZZ7n77rupU6dOWJmPPPLISbeTiEhlMizduCIi1Uxubi4ul6vIoMw7duwgOTmZ6OjoEy47Pz+/2K+J+/X6o6KiTngdIiLVnQKgiIiIiM3oHkARERERm1EAFBEREbEZBUARERERm1EAFBEREbEZBUARERERm1EAFBEREbEZBUARERERm1EAFBEREbGZ/wfA05cAOiGLGQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 800x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.datasets import make_classification\n",
    "from sklearn.discriminant_analysis import  LinearDiscriminantAnalysis\n",
    "from sklearn import decomposition\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# --- 解决matplotlib中文显示问题 ---\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 指定默认字体为黑体\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 解决保存图像是负号'-'显示为方块的问题\n",
    "\n",
    "X, labels = make_classification(n_samples=200, n_features=20, n_redundant=0, n_informative=10,\n",
    "                                random_state=1, n_clusters_per_class=2)\n",
    "print('原始维度：', X.shape)\n",
    "\n",
    "# --- PCA ---\n",
    "pca = decomposition.PCA(n_components=2)\n",
    "pca.fit(X)\n",
    "reduced_X = pca.transform(X)\n",
    "print('PCA降维后维度：', reduced_X.shape)\n",
    "\n",
    "# 绘制PCA结果\n",
    "plt.figure(figsize=(8, 6))\n",
    "plt.title(\"PCA降维结果\")\n",
    "plt.scatter(reduced_X[:, 0], reduced_X[:, 1], c=labels) # 使用c=labels来根据类别显示颜色\n",
    "plt.xlabel(\"主成分1\")\n",
    "plt.ylabel(\"主成分2\")\n",
    "plt.show()\n",
    "\n",
    "\n",
    "# --- LDA ---\n",
    "# LDA的n_components不能超过 类别数-1. 这里是2个类别，所以 n_components 最大是1.\n",
    "lda = LinearDiscriminantAnalysis(n_components=1)\n",
    "reduced_X2 = lda.fit_transform(X, labels)\n",
    "print('LDA降维后维度：', reduced_X2.shape)\n",
    "\n",
    "# 绘制LDA结果\n",
    "# 因为LDA降维到1维，所以不能用二维散点图，我们在一条直线上画出这些点\n",
    "plt.figure(figsize=(8, 2))\n",
    "plt.title(\"LDA降维结果\")\n",
    "plt.scatter(reduced_X2[:, 0], np.zeros_like(reduced_X2), c=labels)\n",
    "plt.xlabel(\"线性判别1\")\n",
    "plt.yticks([]) # 隐藏y轴刻度\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6.2 回归"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "from sklearn import datasets\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.model_selection import train_test_split\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 解决matplotlib中文显示问题\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 指定默认字体为黑体\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 解决保存图像是负号'-'显示为方块的问题\n",
    "\n",
    "# 使用加利福尼亚房价数据集替代波士顿房价数据集\n",
    "california = datasets.fetch_california_housing()\n",
    "\n",
    "# 初始化模型\n",
    "linear = LinearRegression()\n",
    "\n",
    "# 分割数据\n",
    "X_train, X_test, y_train, y_test = train_test_split(california.data, california.target, test_size=0.2, random_state=42)\n",
    "\n",
    "# 训练模型\n",
    "linear.fit(X_train, y_train)\n",
    "\n",
    "# 预测\n",
    "pred_linear = linear.predict(X_test)\n",
    "\n",
    "# 绘制线性回归结果\n",
    "plt.figure(figsize=(12, 7))\n",
    "plt.plot(range(len(y_test)), y_test, color='red', label='实际值')\n",
    "plt.plot(range(len(y_test)), pred_linear, color='blue', linestyle='--', label='预测值')\n",
    "plt.title('加州房价 - 真实值 vs. 预测值')\n",
    "plt.xlabel('测试样本索引')\n",
    "plt.ylabel('房价')\n",
    "plt.legend()\n",
    "plt.grid(True, linestyle='--', alpha=0.5)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6.3 分类\n",
    "### （1）\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9090909090909091\n",
      "[1 1 0 1 0 1 1 1 1 0 0 1 0 1 1 1 1 1 0 0 0 0 1 1 0 1 0 1 1 1 1 1 1 0 0 1 0\n",
      " 1 1 1 1 0 0 0 1 0 1 1 0 1 1 1 1 0 1 1 1 1 0 1 1 0 1 1 1 1 1 1 0 0 1 1 0 1\n",
      " 0 1 1 1 1 1 0 0 0 0 1 1 0 0 1 1 1 0 0 0 1 1 1 1 1 0 0 1 1 1 1 1 0 0 1 0 1\n",
      " 1 0 0 1 1 1 0 1 0 1 1 0 1 0 1 1 0 1 1 0 1 0 0 1 1 1 1 0 0 0 0 0] \n",
      " [1 1 0 0 0 1 1 1 1 0 0 1 0 1 1 1 1 1 0 0 0 0 1 1 0 1 0 0 1 1 1 1 1 0 0 1 0\n",
      " 1 0 1 1 0 0 0 1 0 1 0 0 0 1 1 1 1 1 1 0 1 0 1 1 0 1 1 1 1 1 1 0 0 0 1 0 1\n",
      " 0 0 1 1 1 1 0 0 0 1 1 1 1 0 1 1 1 0 1 0 1 1 1 1 1 0 0 1 1 1 1 1 0 0 1 0 1\n",
      " 1 0 0 1 1 1 0 1 0 1 1 0 1 0 1 1 0 1 0 0 1 0 0 1 1 1 1 0 0 0 0 0]\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "from sklearn import datasets\n",
    "from sklearn import naive_bayes\n",
    "from sklearn import preprocessing\n",
    "from sklearn.model_selection import train_test_split\n",
    "cancer = datasets.load_breast_cancer()\n",
    "scaler = preprocessing.MinMaxScaler(feature_range=(0, 1))\n",
    "scaler.fit(cancer.data)\n",
    "X = scaler.transform(cancer.data)\n",
    "X_train,X_test,y_train,y_test = train_test_split(X,cancer.target)\n",
    "gaussian = naive_bayes.GaussianNB()\n",
    "gaussian.fit(X_train,y_train)\n",
    "predict_y = gaussian.predict(X_test)\n",
    "print(gaussian.score(X_test,y_test))\n",
    "print(y_test,'\\n',predict_y)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### （2）\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9090909090909091\n",
      "第 0 个值预测错误\n",
      "第 8 个值预测错误\n",
      "第 20 个值预测错误\n",
      "第 43 个值预测错误\n",
      "第 72 个值预测错误\n",
      "第 73 个值预测错误\n",
      "第 76 个值预测错误\n",
      "第 87 个值预测错误\n",
      "第 92 个值预测错误\n",
      "第 96 个值预测错误\n",
      "第 110 个值预测错误\n",
      "第 136 个值预测错误\n",
      "第 141 个值预测错误\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "from sklearn import datasets\n",
    "from sklearn import tree\n",
    "from sklearn import preprocessing\n",
    "from sklearn.model_selection import train_test_split\n",
    "cancer = datasets.load_breast_cancer()\n",
    "scaler = preprocessing.MinMaxScaler(feature_range=(0, 1))\n",
    "scaler.fit(cancer.data)\n",
    "X = scaler.transform(cancer.data)\n",
    "X_train,X_test,y_train,y_test = train_test_split(X,cancer.target)\n",
    "dtc = tree.DecisionTreeClassifier()\n",
    "dtc.fit(X_train,y_train)\n",
    "predict_y = dtc.predict(X_test)\n",
    "print(dtc.score(X_test,y_test))\n",
    "i = 0\n",
    "while i < len(predict_y):\n",
    "    if(predict_y[i] != y_test[i]):\n",
    "        print('第',i,'个值预测错误')\n",
    "    i = i+1\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6.4 聚类\n",
    "### （1）\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\Li_doudou\\.conda\\envs\\python39\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1419: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "构建的K-Means模型为：\n",
      " KMeans(n_clusters=3, random_state=123)\n",
      "花瓣花萼长度宽度全为1.5的鸢尾花预测类别为： 0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#k-means Iris\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.datasets import load_iris\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.manifold import TSNE\n",
    "%matplotlib inline\n",
    "iris = load_iris()\n",
    "iris_data = iris['data'] \n",
    "iris_target = iris['target'] \n",
    "iris_names = iris['feature_names'] \n",
    "scale = MinMaxScaler().fit(iris_data) \n",
    "iris_dataScale = scale.transform(iris_data) \n",
    "kmeans = KMeans(n_clusters=3,random_state=123).fit(iris_dataScale)\n",
    "print('构建的K-Means模型为：\\n',kmeans)\n",
    "result = kmeans.predict([[1.5,1.5,1.5,1.5]])\n",
    "print('花瓣花萼长度宽度全为1.5的鸢尾花预测类别为：',result[0])\n",
    "tsne = TSNE(n_components=2,init='random',random_state=177).fit(iris_data)    \n",
    "df = pd.DataFrame(tsne.embedding_)                   \n",
    "df['labels'] = kmeans.labels_     \n",
    "df1 = df[df['labels']==0]\n",
    "df2 = df[df['labels']==1]\n",
    "df3 = df[df['labels']==2]\n",
    "plt.plot(df1[0],df1[1],'bo',df2[0],df2[1],'r*',df3[0],df3[1],'gD')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### （2）\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0 0 1 1 1 1 0 1 2 1 0 2 2 2 1 1 1 2 0 0 2 0 0 2 1 2 2 2 0 1 2 2 2 1 0 2 0\n",
      " 1 1 0 1 0 1 1 2]\n",
      "0.9333333333333333\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "from sklearn import datasets\n",
    "from sklearn.model_selection import KFold\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.neighbors import  KNeighborsClassifier\n",
    "iris = datasets.load_iris()\n",
    "iris_X = iris.data\n",
    "iris_Y = iris.target\n",
    "X_train,X_test,Y_train,Y_test = train_test_split(iris_X,iris_Y,test_size=0.3)\n",
    "knn = KNeighborsClassifier()\n",
    "knn.fit(X_train,Y_train)\n",
    "print(Y_test)\n",
    "y_predict = knn.predict(X_test)\n",
    "count=0\n",
    "for y1,y2 in zip(y_predict,Y_test):\n",
    "    if(y1==y2):\n",
    "        count=count+1\n",
    "print(count/len(y_predict))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### （3）\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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J//nG2o/Gz+6qZWWuQ8iihkWjX/4HD2rbf5RrpF1pIUQynqeOXKSGEGm0WZqVXLu4AgD8QRApRImhwkpTk7R3rzEaMW2a9PWvSx/+sP2UzunTxpSPKbU/SbbMbq/z5qnNRQiRlBwi3p+OyhRmEsOCVQhJPG9qGHHSbI0wAgDBIIgUokx1Ij//ufTrX0vr1xuv+dznjGOJhampfUVSeVXManZ7PX1a7WPs+WIl8Yu/43/+fswRle2d29X0WNOYXVmPDxxX02NN8Ws47fhKGAGA/KNGpFCZ9RdlZdLIyOjPM2eMURCLpbPav1/6whekmTOlr31ttK9IV5d0/br1e44dG+1PcsstOd2ymy99k7lpndv3OdFY3aiBdwYUk/OPeEghjbSNeH4vADDeOP3+JogUqtdfN5blpjYr6+oyjpkyFabGYkZfkcTW8GO9J0eh9gwb8Fm9Xsbr3YQFNxY1LHK8r41E4SoAeIVi1WKXMO0Rn4YxW7Y7LUxN7K6ah2LWbKY12he2O27hno3jA8e1qMFZAQshBADyjyBSiMxi0l/8YnQkIzFUZKohSS1MNWXzHheynZbZdue2+IZ1TjRWN7q+NydhhBACAMEgiBQiN8WkYxWmevWeMWSz+27iF7+TMLJj4Q79dsNvHY9wJMoURgghABCcvASR1tZWhUKh+OPWW2/Nx2WLy9mz7jqjJiydjS/lnTHDOG4nm/c4vPf2/7Pe1VusQkemMJIYFhY2LHR9i5J0YuBE2vkJIQAQrLwUq7a0tOjBBx9US0uLJCkcDquystLRe8dNsWo2xaTRqDRx4ujrzMLUTLJ5j8N7d9rUbKwv/9RpntTXl7WXZVXcap6n42SH2jrb1L6wnRACAD4pmGLV4eFh9fT0aMGCBaqurlZ1dbXjEDKuZFNMmrgaJrGGxEqmupNcG5y9f+/b/u39fWIycDICYY6MhBSyfH02xa2J59l25zaNtI0QQgCgAPgeRF555RXFYjHNnTtXkydP1t13363XXnvN78sWH6+LSVPDRaa6k1wbnCXce6Yw4iSEmDvjSrINC26KW51eFwAQDN+DSF9fn+bMmaNDhw6pt7dXEyZM0Pr19vUE0WhUkUgk6THueFFMaoaL73zHuu7kJz8xHl7v1ltWZoSRE8n9RJyGEKc74zoNI4QQAChseW9odvbsWTU1NWlwcNByzuhv/uZv1N6ePvRe8jUiUuYmZrNmjf3+s2dHu6cuWSINDqa/JrXuJPFYLg3OLO69o65PbX/8e0e1GNnujJtp2TAhBACCU7CdVYeGhlRdXa1f/vKX+vCHP5z2+2g0qmg0Gn8eiURUX18/PoKINFpMeuaM9MAD0re+Jb1f5DumkIuupuZoy4hFO/PycqNdvNvpoCwLYcfqQZJNGCGEAECwCqZYddOmTTp8+HD8eVdXl8rKylSf2KY8QUVFhaZOnZr0GFfMAlRzasWcNnHi0UelcNjZa7u6jIeVbBucuSmefZ8XO+OmFrfG2mKEEAAoEhn2mvfG3LlztXXrVs2YMUPDw8NqbW3VunXrNGXKFL8vXXwSp1YS6za++EVnG9Nt3Dj2NczN86yOWf3OR253xpVkGzDMDq0AgOKSl6mZLVu2aO/evaqsrNQ999yjnTt36oYbbnD03nHTR0TKfWO6p56S1q61DxP33Sf19IzWnUi51aTkyG0/EHbGBYDiUbA1Im6NqyDy1FPSunXS8HD675zWbXzmM9Lzz6cfP3pU+vSn02s3/Ghw5pDb/Wmo+wCA4uH0+9v3qRm4sGaN9NGPGq3XU50+LX3sY9bvS5zS+fd/t37NjBnGz9TajcR/dljX4RUzVDgJI4QQAChNBJFC5aZuo6Fh9J/tVs7kup+MT5yEEUIIAJQudt8tNNlsTGfVHt5UXi79wz/kpeYjW043uwMAlB5qRApRNnUbL71kPaVz5oz9lE6BGWuzOwBA8SiYPiLIQhb9OOK8aA/vVq6b5r1vrM3uAAClhyBSKrKZ0smGVejIddO8BOyMCwDjC0Gk0GQ7ujBrljQwYKyuWb/e+Dkw4H1tiBk6/vZvjWkfrzfNAwCMK6yaKTSJowu33+7uvX4txbXq+Lp/v/FIdPFicp1KYZcfAQAKAEHED93dxoZ1Dz/sLEzk2trdb06WB0ujwcNsvgYAwBgIIn5wO6ph9UVfSKMLBw+Odnx1ch+Zmq8BAJCAGhGvnD2bfc2EVR+QxNGFgwf9u28n1qwxwoWdIFbqAABKAiMiXsllVCPb1u5BSO34Om2a1NSUvGlegXZxBQAUHv5fWK94NarhZHTBbmWNR/08LNktDz592v+VOgCAkkUQ8Uqm6YvTp+13zTXDw4ULzvuA2PXt8LCfRxq75cGzZ2fffA0AMO4xNeMHNxvWmeHhj/7I+GI3W7t/+cvJrd3tVtb8yZ9Ig4NSTY3/K24C3KkXAFCa2GvGS6+/LjU3S/X1yTUTXV3J0xWJoeJTn5LeessIErNnS/ffLy1YkB4eEpfNmnvQmD/HOl7Y/4kBACXI6fc3QcRrTjasy9SLw5T6n+Wpp0aX0Dpl9vOwmxYCAMAnbHoXFCcb1iUWtlrp6Ehf8pupBsWuEDZTbQoAAAWAIJJv3d3GPi3bt9u/Zts2oxFa4pLgRHYra+jjAQAoMnxzecnJ8tkDB6Sf/zxzEJGsl/zaLaGtrDT6eXzkI8Y/S0YoefNNNqADABQ0Vs14ya61u9WKl7FYNTIzl9CmrqyZNMn4/eXLo9NCsZj06U+PvrewS4EAAOMUQSRXZ89K//Zv0ve+J/3mN8ax1OWzTjeNM3+fKTRYLaG12guGDegAAEWAIJIrqzqOt95KbtfuZtO4mhpjxMNNm/RiahEPAEACakSyZW5y19Fh/5pQyAghmVa8NDZKDzwghcOjx378Y6O+w6ztcNO6nQ3oAABFhBERO93dRkB4+OHkeg+T3YqWRNXVxkjFmTPS735nHEvtutrfb1zDnLIZHJQ+8YnRc8Ri9rUnicxC1tRmamxABwAoYAQRO2N9+SdOt9gZHEyeLkkNCv/zP9K770rXr1vXdrS1SS+95Kx1u10hK23YAQAFjM6qiaxar990k3TsmPWX/0svWddlpDILRj/72fSuq//932Ofg9btAIAiQ2fVbDQ0GKMf8+ZJFy8axy5eNJ47aTBmtyLG7HCaqetqam1HR8do91Wr0RK7bqopOk52qKy9TB0nM9SyAAAQEIJIosTW606+/BMbjG3ZIk2ebBw3w0Ziwahdwaldk7J16+wLXB22bu842aHtndsVU0zbO7cTRgAABYcgkijT6harL3+zLuP0aaPW4+pVacoUY/QkMVTcdFNyzYndOdavN34ODCTv1pvFShgzhCQijAAACg3FqmMxV7dYseqYesMN0uOPG/88Z46xLPettzIXnFo1KZOyXgljFUJM5vFtd25z9K8PAICfKFZN9frr0oc/bIxu3HWXMdJx7pzU1ZU8SiEl14TYFZSO9fuurszLhKPR9ALXDCthMoWQRDsW7iCMAAB8Q7GqW2aDsrfeMkY1JGNFy+OPS0eOGEtsUx08ONqIzKqm5Ktfzfz7gwftp2xMmQpcUzgNIRLTNACAwsCIiMnJ6EYslt7obNUq643szpwxWqvb/f7gQaPZmZNlwg6VtZcpJuf/OUMKaaTNZtoJAIAcMCLiltMVM+YIxne+Y/QR+dd/TT6PGWj6+jL//vOfd79MeAztC9t9fT0AAF5jRCSRXYOyn/zEKBpNbHSWq3DYerrHbH7mYHmuFWpEAACFgBGRXKQul126NL3RmZ3ycqO9ernNgqSyMukjHzHChhWHPULsbLtzm3Ys3JHxNYQQAEChIIgksmsu9r3vpU/b2Dl9WnriCft+JH/2Z9IvfykdPWo892G33ExhhBACACgk9BFJlGnjuE9+0nraxixotes3Yh43X2fWjPz0p9K0adL06cYIyLPPerpbrhk2EqdpCCEAgEJDEEll11zMlBosPvpR6f7705uNJTYj6+oaHUl55x3j59tvG8cuX5a2bjXO6fFuuWboaOtsU/vCdkIIAKDgUKzq1OuvS83NyV1OX3vNCBn19dbNxsxmZE8/bewdMzycft4ci1MBAChEBVWs2tPTo+bmZtXU1Gjz5s0qiOyTuAldd7dRjNrcnL4pnclqT5izZ40QIlmPnpjNyNzuYQMAwDjhexCJRqNatmyZ5s2bp+7ubvX29mq/3YqRfErsaHrggNGArLs7ucNp6o65Lrqc2vKhOBUAgGLle43IsWPHNDQ0pN27d2vKlCnauXOn/uqv/kr33Xef35dOl7hJ3dNPG8f2709eCfPDH0p//MdSVZX0zDOjYcVqHxg3stzADgCAUuZ7jUh7e7tOnz6tf/mXf5EkxWIxTZs2TW+//bbl66PRqKLRaPx5JBJRfX29NzUiiW3c3fCg/bok1xvYAQBQrAqmRiQSiaixsTH+PBQKKRwOa3Bw0PL1u3btUlVVVfxRb9ZgeCGxjbsbHrRfl+TN1A4AACXE9yBSXl6uipQv3EmTJunq1auWr9+yZYuGhobij3Pnznl3M5mKRjOx2nMGAADkzPcakdraWvX09CQdu3LliiZOnGj5+oqKirTg4gu7BmSZnD5t7KgLAAA84fuISHNzs06dOhV/PjAwoGg0qtraWr8vbS2xjfuuXaNTNTNnGrUf5eVSTY1xjBUuAAD4yvdv2AULFmhoaEgHDhyQJD300ENasmSJwuGw35e2ltgP5JvflK5cMbqdnjsn9fcbz7u6rPecYYULAACeyktn1WeffVarV69WZWWlrl+/rpMnT2rOnDmO3htYZ1VWuAAAkDWn39952WtmxYoVevXVV9Xd3a2WlhbV1dXl47K5GWvPGQAAkLO8bXo3c+ZMzZw5M1+XAwAARYAqTAAAEBiCCAAACAxBBAAABIYgAgAAAkMQAQAAgSGIAACAwBBEAABAYAgiAAAgMAQRAAAQGIIIAAAIDEEEAAAEhiACAAACQxABAACBIYgAAIDAEEQAAEBgCCIAACAwBBEAABAYgggAAAgMQQQAAASGIAIAAAJDEAEAAIEhiAAAgMAQRAAAQGAIIgAAIDAEEQAAEBiCCAAACAxBBAAABIYgAgAAAkMQAQAAgSGIAACAwBBEAABAYAgiAAAgMAQRAAAQGIIIAAAIDEEEAAAEhiACAAACQxABAACBIYgAAIDAEEQAAEBgfA8ira2tCoVC8cett97q9yUBAECRKPf7AmfOnNHRo0fV0tIiSQqHw35fEgAAFAlfg8jw8LB6enq0YMEC3XjjjX5eCgAAFCFfp2ZeeeUVxWIxzZ07V5MnT9bdd9+t1157LeN7otGoIpFI0gMAAJQmT4LIihUrVF1dnfZ4/vnnNWfOHB06dEi9vb2aMGGC1q9fn/Fcu3btUlVVVfxRX1/vxS0CAIACFIrFYrFcT/Lmm2/q2rVracdra2s1derU+POzZ8+qqalJg4ODSccTRaNRRaPR+PNIJKL6+noNDQ3ZvgcAABSWSCSiqqqqMb+/PakRmT59uqPXVVdXa2RkRBcuXLC9qYqKClVUVHhxWwAAoMD5WiOyadMmHT58OP68q6tLZWVlTLcAAABJPq+amTt3rrZu3aoZM2ZoeHhYra2tWrdunaZMmeLnZQEAQJHwNYisXbtWfX19Wr58uSorK3XPPfdo586dfl4SAAAUEU+KVf3ktNgFAAAUDqff3+w1AwAAAkMQAQAAgSGIAACAwBBEAABAYAgiAAAgMAQRAAAQGIIIAAAIDEEEAAAEhiACAAACQxABAACBIYgAAIDAEEQAAEBgCCIAACAwBBEAABAYgggAAAgMQQQAAASGIAIAAAJDEAEAAIEhiAAAgMAQRAAAQGAIIgAAIDAEEQAAEBiCCAAACAxBBAAABIYgAgAAAkMQAQAAgSGIAACAwBBEAABAYAgiAAAgMAQRAAAQGIIIAAAIDEEEAAAEhiACAAACQxABAACBIYgAAIDAEEQAAEBgCCIAACAwBBEAABAYgggAAAgMQQQAAASGIAIAAALjWRC5fPmyGhsbNTAwkHS8p6dHzc3Nqqmp0ebNmxWLxby6JAAAKHKeBJFLly5p6dKlaSEkGo1q2bJlmjdvnrq7u9Xb26v9+/d7cUkAAFACPAkiq1at0qpVq9KOHzt2TENDQ9q9e7dmz56tnTt36sknn8x4rmg0qkgkkvQAAAClyZMgsm/fPm3YsCHt+Msvv6z58+drypQpkqTbbrtNvb29Gc+1a9cuVVVVxR/19fVe3CIAAChAjoPIihUrVF1dnfbYs2ePmpqaLN8TiUTU2NgYfx4KhRQOhzU4OGh7nS1btmhoaCj+OHfunIt/HQAAUEzKnb7wiSee0LVr19KO19bW2p+8vFwVFRVJxyZNmqSrV6+qpqbG8j0VFRVp7wEAAKXJcRCZPn2665PX1taqp6cn6diVK1c0ceJE1+cCAAClx9c+Is3NzTp16lT8+cDAgKLRaMZRFAAAMH74GkQWLFigoaEhHThwQJL00EMPacmSJQqHw35eFgAAFAnHUzNZnby8XPv27dPq1au1efNmXb9+XSdPnvTzkgAAoIh4GkSsuqauWLFCr776qrq7u9XS0qK6ujovLwkAAIqYryMippkzZ2rmzJn5uBQAACgibHoHAAACQxABAACBIYgAAIDAEEQAAEBgCCIAACAwBBEAABAYgggAAAgMQQQAAASGIAIAAAKTl86qAAAgd9evSy++KF24IH3wg9Idd0jhsP3xYkAQAQCgCBw5Im3YIL3++uixWbOke++VDh1KP/7YY9LKlfm/T7dCMaud6gpIJBJRVVWVhoaGNHXq1KBvBwCAvDtyRPrsZyWn39ihkPHzmWeCCyNOv7+pEQEAoIBdv26MhLgZNjBfu3Gj8f5CRhABAKCAvfhi8rSLU7GYdO6c8f5CRhABAKCAnT+f2/svXPDmPvxCEAEAoIBdvJjb+z/4QW/uwy+smgEAoEBYLcOtq8vuXKGQsXqmpUXq7Czcpb0EEQAACoDd8twvfcn9ucxVM6tWSbNnF/bSXpbvAgAQMLfLc1OZTc1M9fVGCHnkkfRz5mtpr9Pvb0ZEAAAIUDbLc01mqPjRj6QPfGB0+uXjH5duucX6nLGY8b6NG6Xly4OfpiGIAAAQoGyX50rSzJnp0yxHjkgf+pB06ZL9+xKX9i5cmN21vUIQAQAgQLksr92/X1q8ePS52ymeQljay/JdAAAClMvy2rfeGv3nbKZ4CmFpL0EEAIAA3XGHsZLFrPdwo7fXWJprLvt1OsUTChkFrXfc4f6aXiOIAACQR9evG+Hh0CHjp2TUeUjuw8i3viXddZfU0CA995y79z76aPCFqhJBBACAvDlyxAgNd90lrV49GiIkYzntzJnZnff8eSNYOFFXF+yuvKkoVgUAIA/sCknPnzeOP/OMNDCQ3Fn1zTelr3898woYaXRJbllZ5t126+qM6ZuJE627uAYxQsKICAAAPstUSGoe27jR+HnHHUYweO45qbV17BCSeB4zhKRO8YRCxmPvXiOE2I3MHDmSxb9cjggiAAD4bKxCUrOvx7e/PRoQHn00uw3vNm5Mn+KZNWt0OsYcmUm9H3NkJt9hhBbvAAD47NAhY+QhH06cMEZVrKZdrl83go5dKDI3yuvvz32ahhbvAAAUiHz16zCX5IbD1h1TnY7M5LPjKlMzAAD4LJdeIW6MtSTXaSfVfHZcJYgAAOCzcNi+V4hX4aS9fewluU5HZvLZcZUgAgBAHqxcad0rZNYsI0TkYtYsaevW5GOJjdNeeMF4nD9vLOG1Cz9BdFylRgQAgDxZuVJavjy9kFSS/v7vjaCQzRKSxx5LnpI5csRYLuxmV18znOS74ypBBACAPLIrJH3sMWP5bCjkLoxs3Jg8JeN2B17TrFlGCMl3x1WCCAAAeTBWJ1Nz6sbtSMby5cnXcLMDb12d9N3vGtNFdFYFAKBEOe1kunKl0eb9xAnp4EFprPZZ06Yl13O42YFXMhqmzZxpjNAEtQGeZ0Hk8uXLamxs1MDAQNLx1tZWhUKh+OPWW2/16pIAABS8sTqZPvNMclFpZ6cxalJX5/5a2Sy7zedSXSueTM1cunRJy5YtSwshknTmzBkdPXpULS0tkqRwIew5DACATxKnYG66Sbr//sx7zKxalXmjukwuX05uPpbNstt8LtW14kkQWbVqlVatWqVTp04lHR8eHlZPT48WLFigG2+80YtLAQBQsLJZrZJtCDEljmiYjdOcrL4x27nnc6muFU+mZvbt26cNGzakHX/llVcUi8U0d+5cTZ48WXfffbdee+21jOeKRqOKRCJJDwAACp3dFIzfEkc0MjVOSxTUUl0rjoPIihUrVF1dnfbYs2ePmpqaLN/T19enOXPm6NChQ+rt7dWECRO0fv36jNfZtWuXqqqq4o/6+np3/0YAAOSZ29UqXrBrPmbXOC3RzJmju/EGzfHuu2+++aauXbuWdry2tja+q14oFFJ/f78aGhosz3H27Fk1NTVpcHDQdie+aDSqaDQafx6JRFRfX8/uuwCAgtXZaayEyadQKHOYMGtVnnvOWIFz6dLo72bNMkZO/Awinu++O3369Jxvqrq6WiMjI7pw4YLtTVVUVKiioiLnawEAkC/5XnlSVyft3Zs5SITD0ttvG4EjdcghccVO0KMivvYR2bRpkw4fPhx/3tXVpbKyMqZbAAAlJa+bxJVJZ88aASJxP5nOzuTC10zTReaxjRtzL5bNla+dVefOnautW7dqxowZGh4eVmtrq9atW6cpU6b4eVkAAPLKzWqVXI2MSKdPG6MdqSt0EqdcxmpuFotJ584lL/8Ngq9BZO3aterr69Py5ctVWVmpe+65Rzt37vTzkgAA5J25WiWbvWKmTpXcLhB97rmxp1xefNHZuYJuaOa4WDUoTotdAAAImps+IqGQsXolFjMChBsf+EBy8anVef/f/7N/TaITJ/wZEXH6/c1eMwAAeCRxr5inn5ba241gYNXTIxaT5s93F0JCIaNQNVPAiMWMIOQkhNTVBd/QjN13AQDwUDicPMLwh3+YPkoSDhtFos884/y8ZphZs8ZoROaFNWuKqKEZAAClJNOKEy/Pu3z56CjJxo2jr3Fr1iwjuCxf7s19St6eK1uMiAAAxh2rWg4vmnxlOu/y5dIXvuD+nLW10uHDxiiLOZKSaYVOYu3JG2/YF85adWUNAiMiAIBxxW5PGHPFyZEj/pz329/Obh+aUEgaGhqdQsm0n4z5/LHHpO99z/41oVBh7DMjEUQAAOOIX02+nJzXDA9uvf12ekCy20/GnL5ZudLZawoBy3cBAOOG0z1h3C5p9XuvmVDICBD9/cmjGOZ+MhcuGN1dzamWxGMtLdJ//Efya/IxEuL5XjMAABQ7p8273Db5cvr62lppcNB991W7LqipK3Qy1ajce6+7a+YLUzMAgHHD6Z4wqa8ba4WN0/Nu2GD8tOor4kSmwONX7YvfCCIAgHHD3BPGLgiEQumrSY4ckRoajKmX1auNnw0NyV/sTs+7dat13UZdnbP7tws8xbLBnRWCCABg3HCy4iRxNYnTUQY3503tvnrihHF+twEpkZsN7goNQQQAMK44XU3iZJRhwwbphReMKRuz34fVeQ8fNn5vTu1IRm3HvfeO1ngsWWLfF0TKvNzWr9qXfKBYFQAw7qxcaTQYS11xkvhF72SU4fXXjQBhmjVL2r3bmGoxz3vxovSNb9g3T3vgAeM9dtMms2YZISTTcttsa18KAct3AQCwcOiQURPihjl6YY6smFM7qd+05us+8xnpuefsz/e5z0lPPTX2ctvr1426lUzdVq2W//qJ3XcBAMhBNqMHiYWh772XeWonFsscQiTpn/5pdKQk08odt7UvhYQgAgCAhbFWwtgxC0P/7u+ya+meaGREWr/e2cqdYumkmoqpGQAAEiR2K331VamtzQgjbr8tv/51ac+e3O+nokKKRtOPp04Dmay6rQYxEkJnVQAAXLLqTDptmvHz8mV352po8OaerEKIZASjUMiYBlq+PHlTPDft6YPG1AwAALLvGfL228ajvV168EHn5/vud40Qk20XVScKuT+IUwQRAMC456RnyPe/L33kI87P+cYbxiiKOXLhp0LsD+IUQQQAMO457Ux68aLzc5oBZNo06YYbcr/HTAqxP4hTBBEAwLjndETh4kV3K2liMWNU5OrV7O9t6tTsW78XA4IIAGDcczqisHOndO2a++mWkZHs7kuS/uIvjJ/F1h/EKYIIAGDcu3jR+Zf5228bP2tr/bufRMuXF2d/EKdYvgsAGNeOHDFaqTvtE2K+LhaTHn5Y2rVLGhy0fm0oZEytDA25vy+zLbvZB2SsvXGKFQ3NAADjlrlHSy4dUKdNM+pAUpuemVMnhw5Ja9bYb2pnxa5ZWTFhrxkAAMYw1moZJ+ymasypk899Ttq0KfM5brzR+r3FGkLcYGoGADBuedF/wyxcnTxZ+tnPpLfeSp86efhh4+fu3emb1W3aZEzvlOK0ixNMzQAAxq3OTmMDOa+cOJG5vfp77xmb4f3mN9Ls2dLXviZNnOjd9QsJe80AADAGc4fd8+fdb2pnZawRlokTjb1hMIoaEQDAuBUOS489ZvyzXZ8Oc9M7J9580yhO7ex0V5w6nhFEAADj2sqV9n06/vmfjXDxs5+N3TckHJa+8Q1p9WpjuqehwVgajMyoEQEAQMYIRqaCUXN3XsnZNE4pLMHNhdPvb4IIAAAOHTli7NKbuOQ3HLafhjGbkvX3j59VMCb6iAAA4LGVK6WBAWN1zNNPS9/9buZaEHPX3hdfzNstFh1WzQAA4EI4PLpE99AhZ+/xol9JqWJEBACALDndtdfp68YjgggAAFky+5CkLv01hUJSfb3xOlgjiAAAkCUnfUgefXT8Faq6QRABACAHmfqQjNelu25QrAoAQI5WrpSWLx+/G9flwpMRkeeee05NTU0qLy/Xxz/+cfX19cV/19PTo+bmZtXU1Gjz5s0q8LYlAABkxVxNc++9xk9CiDM5B5Hf/OY3uu+++/TQQw/p/PnzuuWWW/SlL31JkhSNRrVs2TLNmzdP3d3d6u3t1f79+3O9JAAAKBE5B5G+vj7t3LlTf/7nf67p06frq1/9qrq7uyVJx44d09DQkHbv3q3Zs2dr586devLJJ3O+aQAAUBpyrhFZunRp0vNf/epXuvXWWyVJL7/8subPn68pU6ZIkm677Tb19vZmPF80GlU0Go0/j0Qiud4iAAAoUI5HRFasWKHq6uq0x549e+Kvee+99/TII4/oa1/7miQjRDQ2NsZ/HwqFFA6HNTg4aHudXbt2qaqqKv6or6/P5t8LAAAUAccjIk888YSuXbuWdrw2YV/kBx98UDfeeKO+/OUvGycvL1dFRUXS6ydNmqSrV6+qpqbG8jpbtmzRpk2b4s8jkQhhBACAEuU4iEyfPj3j73/6059q7969OnXqlCZMmCDJCCk9PT1Jr7ty5YomTpxoe56Kioq08AIAAEqTJ8t3f/vb32rNmjV6/PHH9Qd/8Afx483NzTp16lT8+cDAgKLRaNIoCgAAGL9yDiLXrl3T0qVLtWLFCi1fvlzvvvuu3n33XcViMS1YsEBDQ0M6cOCAJOmhhx7SkiVLFGZxNQAAkBSK5dhh7Nlnn9U999yTdry/v18NDQ169tlntXr1alVWVur69es6efKk5syZ4/j8kUhEVVVVGhoa0tSpU3O5VQAAkCdOv79zDiJOnD9/Xt3d3WppaVFdXZ2r9w4NDam6ulrnzp0jiAAAUCTMxSbvvPOOqqqqbF+XlyCSi9dff51VMwAAFKlz585p1qxZtr8v+CAyMjKiN954Q5WVlQql7rH8PjN1MWriD/6+/uLv6y/+vv7i7+uvYv77xmIxXblyRTfffLPKyuxLUgt+992ysrKMSSrR1KlTi+4/VDHh7+sv/r7+4u/rL/6+/irWv2+mKRmTJ8t3AQAAskEQAQAAgSmJIFJRUaG2tjY6svqEv6+/+Pv6i7+vv/j7+ms8/H0LvlgVAACUrpIYEQEAAMWJIAIAAAJDEAEAAIEhiAAAgMAUfRC5fPmyGhsbNTAwkHS8p6dHzc3Nqqmp0ebNm0VNbm5aW1sVCoXij1tvvTXoWyoJfE79xefWe1b/m8vn2DtWf99S/xwXdRC5dOmSli5dmhZCotGoli1bpnnz5qm7u1u9vb3av39/IPdYKs6cOaOjR49qcHBQg4OD+s///M+gb6no8Tn1H59bb1n9by6fY+/YfaeV/Oc4VsQWL14ce/TRR2OSYv39/fHjP/7xj2M1NTWx3//+97FYLBb7r//6r9gnP/nJgO6y+P3v//5vrLKyMnblypWgb6Wk8Dn1F59b71n9by6fY+9Y/X3Hw+e4qEdE9u3bpw0bNqQdf/nllzV//nxNmTJFknTbbbept7c337dXMl555RXFYjHNnTtXkydP1t13363XXnst6NsqenxO/cXn1ntW/5vL59g7Vn/f8fA5LvggsmLFClVXV6c99uzZo6amJsv3RCIRNTY2xp+HQiGFw2ENDg7m67aLkt3f+vnnn9ecOXN06NAh9fb2asKECVq/fn3Qt1v0+Jz6q6+vj8+tx6z+N5fPsXes/r7j4XNc8LvvPvHEE7p27Vra8draWtv3lJeXp7XDnTRpkq5evaqamhrP77FUZPpbt7W1xZ+bITASiRTlbpCFgs+pv9asWaM1a9bEn/O59QefY3+Nh89xwQeR6dOnu35PbW2tenp6ko5duXJFEydO9Oq2SpLTv3V1dbVGRkZ04cKFkvk/hCDwOc0vPrf+4HOcX6X4OS74qZlsNDc369SpU/HnAwMDikajGUdRYG/Tpk06fPhw/HlXV5fKyspUX18f4F0VPz6n/uJzmx98jv01Hj7HBT8iko0FCxZoaGhIBw4c0Nq1a/XQQw9pyZIlCofDQd9aUZo7d662bt2qGTNmaHh4WK2trVq3bl28OA3Z4XPqLz63+cHn2F/j4nMc8KodTyhl+W4sZiwpmzx5cuymm26KTZs2LdbT0xPMzZWIb37zm7Hq6upYfX197P7774+9++67Qd9SSeBz6i8+t/5I/d9cPsfeSv37lvrnOBSLlW4LvPPnz6u7u1stLS2qq6sL+nYAS3xOUQr4HCNbJR1EAABAYSvJYlUAAFAcCCIAACAwBBEAABAYgggAAAgMQQQAAASGIAIAAAJDEAEAAIEhiAAAgMAQRAAAQGD+PxnURSrVtXkMAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "from sklearn.manifold import TSNE\n",
    "import matplotlib.pyplot as plt\n",
    "import sklearn.datasets as datasets\n",
    "iris = datasets.load_iris()\n",
    "tsne = TSNE(n_components=2,init='random', random_state=10).fit(iris.data) #降维至2维\n",
    "df=pd.DataFrame(tsne.embedding_)#原始数据转换为DataFrame\n",
    "df['labels'] = iris.target #聚类结果存储进df\n",
    "df1= df[df['labels']==0]\n",
    "df2= df[df['labels']==1]\n",
    "df3= df[df['labels']==2]\n",
    "plt.plot(df1[0],df1[1],'bo',df2[0],df2[1],'r*',df3[0],df3[1],'gD')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6.5 模型评估\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "线性回归评估：  0.9303939218549564\n",
      "逻辑回归评估:  0.9733333333333334\n",
      "决策树评估:  1.0\n",
      "支持向量机评估:  0.9733333333333334\n",
      "朴素贝叶斯评估:  0.96\n",
      "KNN评估:  0.96\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\Li_doudou\\.conda\\envs\\python39\\lib\\site-packages\\sklearn\\linear_model\\_logistic.py:465: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
      "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
      "\n",
      "Increase the number of iterations (max_iter) or scale the data as shown in:\n",
      "    https://scikit-learn.org/stable/modules/preprocessing.html\n",
      "Please also refer to the documentation for alternative solver options:\n",
      "    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
      "  n_iter_i = _check_optimize_result(\n"
     ]
    }
   ],
   "source": [
    "from sklearn import datasets\n",
    "iris = datasets.load_iris()\n",
    "x = iris.data\n",
    "y = iris.target \n",
    "from sklearn import linear_model\n",
    "linear = linear_model.LinearRegression()\n",
    "from sklearn import linear_model\n",
    "logistic = linear_model.LogisticRegression()\n",
    "from sklearn import tree\n",
    "tree = tree.DecisionTreeClassifier(criterion='entropy')   \n",
    "from sklearn import svm\n",
    "svm = svm.SVC()\n",
    "from sklearn import naive_bayes\n",
    "bayes = naive_bayes.GaussianNB()\n",
    "from sklearn import neighbors\n",
    "KNN = neighbors.KNeighborsClassifier(n_neighbors = 3)\n",
    "linear.fit(x,y)\n",
    "logistic.fit(x,y)\n",
    "tree.fit(x,y)\n",
    "svm.fit(x,y)\n",
    "bayes.fit(x,y)\n",
    "KNN.fit(x,y)\n",
    "print(\"线性回归评估： \",linear.score(x,y))\n",
    "print(\"逻辑回归评估: \",logistic.score(x,y))\n",
    "print(\"决策树评估: \",tree.score(x,y))\n",
    "print(\"支持向量机评估: \",svm.score(x,y))\n",
    "print(\"朴素贝叶斯评估: \",bayes.score(x,y))\n",
    "print(\"KNN评估: \",KNN.score(x,y))"
   ]
  }
 ],
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  "kernelspec": {
   "display_name": "python39",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.21"
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 },
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